移动代理之间达成共识:一个分布式的社会情境检测协议
Reaching Consensus Among Mobile Agents: A Distributed Protocol for the Detection of Social Situations
摘要:
身体上的社会接触受一套社会心理行为规则的支配,这些规则具有高度统一的有效性。过去的研究表明,这些规则或由此产生的相遇属性(例如互动的几何形状)可以用于社交互动的算法检测。在本文中,我们提出了一个分布式协议,以获得一个共同的理解,现有的社会情况之间的代理。我们的方法允许一组代理结合他们的主观评估正在进行的社会情况。基于从原始数据信号中获得的感知社交线索,他们就社交情境的存在、参数和参与者达成共识。我们评估我们的协议使用两个现实世界的数据集与社会互动信息和额外的合成数据生成的社会感知移动模型。
英文摘要:
Physical social encounters are governed by a set of socio-psychological behavioral rules with a high degree of uniform validity. Past research has shown how these rules or the resulting properties of the encounters (e.g. the geometry of interaction) can be used for algorithmic detection of social interaction. In this paper, we present a distributed protocol to gain a common understanding of the existing social situations among agents. Our approach allows a group of agents to combine their subjective assessment of an ongoing social situation. Based on perceived social cues obtained from raw data signals, they reach a consensus about the existence, parameters, and participants of a social situation. We evaluate our protocol using two real-world datasets with social interaction information and additional synthetic data generated by our social-aware mobility model.
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